GPC3 peptide is prominently overexpressed in hepatocellular carcinoma (HCC).[31, 32] Therefore, BTOGP‐GPC3 NPs hold significant potential for precise and practical phototheranostic applications in HCC. Here, GPC3 is linked to hepatocellular carcinoma.